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Computer Use IQ vs Speed

Each model's estimated Computer Use IQ against its completion time, which is time to last token (TTLT). Drag the input and output sliders to see how it changes with the workload.

Computer Use IQ vs Speed
Computer Use IQ vs Speed
Computer Use IQ against completion time
Controls:
Input10K tok
Output1K tok
Computer Use1:1Speed

How to read this chart

Each point is a public model's benchmark score against its estimated completion time (time to last token) for the input and output lengths set by the sliders. Timing comes from the site's per-model speed measurements, not from the benchmark run, so every point is an estimate and labels carry a ~ prefix. The newest generation with a published result is shown by default. Up and to the left is better.

Data sources
LLM StatsLLM Stats BrowseCompOSWorldLLM Stats OSWorld-VerifiedOSWorld 2.0 official leaderboardScale LabsScale Labs MCP AtlasArena.ai Agent ArenaAgents' Last ExamArtificial Analysis
CoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI FrontierMath, ProofBench 1.1 +21 moreOpen chartIQ BenchmarksArena.ai Agent Arena ScoresAggregate net improvement across real-world Agent Mode sessions. Color = provider.Data: Arena.ai Agent ArenaOpen chartIQ BenchmarksBrowseComp Benchmark ScoresEach model's BrowseComp score. Color = provider.Data: LLM Stats, LLM Stats BrowseCompOpen chartIQ BenchmarksMCP Atlas Benchmark ScoresReal-world MCP tool-use pass rates. Color = provider.Data: Scale Labs, Scale Labs MCP AtlasOpen chartIQ BenchmarksAgents' Last Exam Benchmark ScoresFull / Overall pass rates from Agents' Last Exam. Color = provider.Data: Agents' Last ExamOpen chartIQ BenchmarksOSWorld-Verified Benchmark ScoresEach model's OSWorld-Verified score. Color = provider.Data: LLM Stats, OSWorld, LLM Stats OSWorld-VerifiedOpen chart